Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 21:14:39.885361 |
|---|---|
| Analysis finished | 2020-12-15 21:15:04.064828 |
| Duration | 24.18 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04369500934 |
|---|---|
| Minimum | -3.110146251 |
| Maximum | 3.324787536 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.110146251 |
|---|---|
| 5-th percentile | -1.861543031 |
| Q1 | -0.7290378174 |
| median | -0.006476288538 |
| Q3 | 0.6317907258 |
| 95-th percentile | 1.670811456 |
| Maximum | 3.324787536 |
| Range | 6.434933787 |
| Interquartile range (IQR) | 1.360828543 |
Descriptive statistics
| Standard deviation | 1.043233659 |
|---|---|
| Coefficient of variation (CV) | -23.8753504 |
| Kurtosis | 0.04291582698 |
| Mean | -0.04369500934 |
| Median Absolute Deviation (MAD) | 0.68895775 |
| Skewness | -0.1064938139 |
| Sum | -43.69500934 |
| Variance | 1.088336466 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2572953272 | 1 | 0.1% | |
| 1.361123967 | 1 | 0.1% | |
| -0.3621637817 | 1 | 0.1% | |
| -0.193660921 | 1 | 0.1% | |
| 0.003577693643 | 1 | 0.1% | |
| 1.095568965 | 1 | 0.1% | |
| 0.06335791361 | 1 | 0.1% | |
| -1.249993037 | 1 | 0.1% | |
| 0.7717561359 | 1 | 0.1% | |
| -0.8934914011 | 1 | 0.1% | |
| 0.9406486576 | 1 | 0.1% | |
| -0.8856715856 | 1 | 0.1% | |
| -0.3805064883 | 1 | 0.1% | |
| -0.8931857312 | 1 | 0.1% | |
| -2.959827755 | 1 | 0.1% | |
| -1.223792157 | 1 | 0.1% | |
| -0.2427770962 | 1 | 0.1% | |
| 0.4447165384 | 1 | 0.1% | |
| -0.8103832025 | 1 | 0.1% | |
| -0.5561087775 | 1 | 0.1% | |
| -1.552600564 | 1 | 0.1% | |
| 0.6895733676 | 1 | 0.1% | |
| 0.2715455665 | 1 | 0.1% | |
| 0.9447261585 | 1 | 0.1% | |
| 0.1761631628 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.110146251 | 1 | 0.1% | |
| -3.098782475 | 1 | 0.1% | |
| -3.079429955 | 1 | 0.1% | |
| -2.959827755 | 1 | 0.1% | |
| -2.959487612 | 1 | 0.1% | |
| -2.756734506 | 1 | 0.1% | |
| -2.690496316 | 1 | 0.1% | |
| -2.680103127 | 1 | 0.1% | |
| -2.645336836 | 1 | 0.1% | |
| -2.60936155 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.324787536 | 1 | 0.1% | |
| 3.151532116 | 1 | 0.1% | |
| 2.878521882 | 1 | 0.1% | |
| 2.799417341 | 1 | 0.1% | |
| 2.601047273 | 1 | 0.1% | |
| 2.499080184 | 1 | 0.1% | |
| 2.467840369 | 1 | 0.1% | |
| 2.423692632 | 1 | 0.1% | |
| 2.405044083 | 1 | 0.1% | |
| 2.379232001 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03146229509 |
|---|---|
| Minimum | -3.163973374 |
| Maximum | 3.319011038 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.163973374 |
|---|---|
| 5-th percentile | -1.631650399 |
| Q1 | -0.6332807217 |
| median | 0.002132971569 |
| Q3 | 0.7546836148 |
| 95-th percentile | 1.584264985 |
| Maximum | 3.319011038 |
| Range | 6.482984411 |
| Interquartile range (IQR) | 1.387964337 |
Descriptive statistics
| Standard deviation | 0.9977032467 |
|---|---|
| Coefficient of variation (CV) | 31.71107651 |
| Kurtosis | -0.07652849856 |
| Mean | 0.03146229509 |
| Median Absolute Deviation (MAD) | 0.7016660581 |
| Skewness | 0.009463666042 |
| Sum | 31.46229509 |
| Variance | 0.9954117685 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.07132731115 | 1 | 0.1% | |
| 1.467314918 | 1 | 0.1% | |
| 0.003949658354 | 1 | 0.1% | |
| 0.3130438679 | 1 | 0.1% | |
| 0.2204602968 | 1 | 0.1% | |
| -2.143365348 | 1 | 0.1% | |
| -0.579309283 | 1 | 0.1% | |
| 0.7288527184 | 1 | 0.1% | |
| 0.2228027713 | 1 | 0.1% | |
| -1.151992437 | 1 | 0.1% | |
| -0.8685526376 | 1 | 0.1% | |
| -0.4672568378 | 1 | 0.1% | |
| -0.4171866719 | 1 | 0.1% | |
| 2.503699279 | 1 | 0.1% | |
| 0.5413297382 | 1 | 0.1% | |
| -0.4673966048 | 1 | 0.1% | |
| -0.4200595468 | 1 | 0.1% | |
| -1.269240279 | 1 | 0.1% | |
| 1.925108949 | 1 | 0.1% | |
| 0.07222805184 | 1 | 0.1% | |
| 1.005636148 | 1 | 0.1% | |
| -0.5332757801 | 1 | 0.1% | |
| -0.08139099776 | 1 | 0.1% | |
| 0.2417702074 | 1 | 0.1% | |
| -2.48805973 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.163973374 | 1 | 0.1% | |
| -2.767900275 | 1 | 0.1% | |
| -2.689550864 | 1 | 0.1% | |
| -2.551169961 | 1 | 0.1% | |
| -2.48805973 | 1 | 0.1% | |
| -2.421886714 | 1 | 0.1% | |
| -2.390272973 | 1 | 0.1% | |
| -2.366409727 | 1 | 0.1% | |
| -2.288226877 | 1 | 0.1% | |
| -2.282897136 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.319011038 | 1 | 0.1% | |
| 2.993187258 | 1 | 0.1% | |
| 2.833380807 | 1 | 0.1% | |
| 2.570612625 | 1 | 0.1% | |
| 2.541236723 | 1 | 0.1% | |
| 2.521069434 | 1 | 0.1% | |
| 2.507144854 | 1 | 0.1% | |
| 2.503699279 | 1 | 0.1% | |
| 2.465685712 | 1 | 0.1% | |
| 2.460408349 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02904200563 |
|---|---|
| Minimum | -2.944290813 |
| Maximum | 3.543095479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.944290813 |
|---|---|
| 5-th percentile | -1.619745128 |
| Q1 | -0.6483471708 |
| median | -0.003956663927 |
| Q3 | 0.7206954687 |
| 95-th percentile | 1.741467541 |
| Maximum | 3.543095479 |
| Range | 6.487386292 |
| Interquartile range (IQR) | 1.369042639 |
Descriptive statistics
| Standard deviation | 1.018583489 |
|---|---|
| Coefficient of variation (CV) | 35.07276672 |
| Kurtosis | -0.03088743933 |
| Mean | 0.02904200563 |
| Median Absolute Deviation (MAD) | 0.6883168213 |
| Skewness | 0.1075120747 |
| Sum | 29.04200563 |
| Variance | 1.037512323 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.542454515 | 1 | 0.1% | |
| -1.027062901 | 1 | 0.1% | |
| -0.3287221665 | 1 | 0.1% | |
| 0.786324586 | 1 | 0.1% | |
| 0.1519282667 | 1 | 0.1% | |
| 0.7522937995 | 1 | 0.1% | |
| 0.2910497233 | 1 | 0.1% | |
| 2.074494483 | 1 | 0.1% | |
| 1.19853136 | 1 | 0.1% | |
| -0.4775240637 | 1 | 0.1% | |
| 0.3184932899 | 1 | 0.1% | |
| -0.3869292661 | 1 | 0.1% | |
| -0.1612768435 | 1 | 0.1% | |
| -0.1574184403 | 1 | 0.1% | |
| -1.179267661 | 1 | 0.1% | |
| -0.9984516213 | 1 | 0.1% | |
| -0.1547711117 | 1 | 0.1% | |
| -1.92077207 | 1 | 0.1% | |
| 1.435680258 | 1 | 0.1% | |
| -0.9993838488 | 1 | 0.1% | |
| 0.6252595934 | 1 | 0.1% | |
| -1.45524766 | 1 | 0.1% | |
| -0.1371683197 | 1 | 0.1% | |
| 0.4782920089 | 1 | 0.1% | |
| 2.821160002 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.944290813 | 1 | 0.1% | |
| -2.841932811 | 1 | 0.1% | |
| -2.600663257 | 1 | 0.1% | |
| -2.543728687 | 1 | 0.1% | |
| -2.408457069 | 1 | 0.1% | |
| -2.379887713 | 1 | 0.1% | |
| -2.342593 | 1 | 0.1% | |
| -2.314064603 | 1 | 0.1% | |
| -2.286300709 | 1 | 0.1% | |
| -2.279809663 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.543095479 | 1 | 0.1% | |
| 3.542454515 | 1 | 0.1% | |
| 2.821160002 | 1 | 0.1% | |
| 2.641756624 | 1 | 0.1% | |
| 2.58769871 | 1 | 0.1% | |
| 2.573537848 | 1 | 0.1% | |
| 2.568817279 | 1 | 0.1% | |
| 2.526515766 | 1 | 0.1% | |
| 2.52494309 | 1 | 0.1% | |
| 2.520004137 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04800715778 |
|---|---|
| Minimum | -3.039933901 |
| Maximum | 3.064525383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.039933901 |
|---|---|
| 5-th percentile | -1.603640223 |
| Q1 | -0.6489592521 |
| median | 0.06890844925 |
| Q3 | 0.7270156526 |
| 95-th percentile | 1.700454675 |
| Maximum | 3.064525383 |
| Range | 6.104459284 |
| Interquartile range (IQR) | 1.375974905 |
Descriptive statistics
| Standard deviation | 1.001904631 |
|---|---|
| Coefficient of variation (CV) | 20.86990101 |
| Kurtosis | -0.13398441 |
| Mean | 0.04800715778 |
| Median Absolute Deviation (MAD) | 0.7002552961 |
| Skewness | -0.04562762625 |
| Sum | 48.00715778 |
| Variance | 1.003812889 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.611405403 | 1 | 0.1% | |
| 1.50860987 | 1 | 0.1% | |
| -0.1300665661 | 1 | 0.1% | |
| 0.4666126555 | 1 | 0.1% | |
| 0.6901196098 | 1 | 0.1% | |
| -2.160363399 | 1 | 0.1% | |
| 0.4234604837 | 1 | 0.1% | |
| 0.449639634 | 1 | 0.1% | |
| -0.3852737103 | 1 | 0.1% | |
| 0.1449139255 | 1 | 0.1% | |
| -1.051647349 | 1 | 0.1% | |
| -0.01707153133 | 1 | 0.1% | |
| 0.3998663091 | 1 | 0.1% | |
| -0.2390278395 | 1 | 0.1% | |
| -0.09340551286 | 1 | 0.1% | |
| -1.387878601 | 1 | 0.1% | |
| 0.2600579967 | 1 | 0.1% | |
| 1.59746554 | 1 | 0.1% | |
| -0.437201695 | 1 | 0.1% | |
| 0.405973121 | 1 | 0.1% | |
| -0.7446624338 | 1 | 0.1% | |
| -0.05972036267 | 1 | 0.1% | |
| 1.114427523 | 1 | 0.1% | |
| 1.25989667 | 1 | 0.1% | |
| 0.5804046961 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.039933901 | 1 | 0.1% | |
| -2.979013328 | 1 | 0.1% | |
| -2.764360484 | 1 | 0.1% | |
| -2.697254569 | 1 | 0.1% | |
| -2.66056093 | 1 | 0.1% | |
| -2.514081008 | 1 | 0.1% | |
| -2.459033266 | 1 | 0.1% | |
| -2.453330959 | 1 | 0.1% | |
| -2.386029388 | 1 | 0.1% | |
| -2.385811288 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.064525383 | 1 | 0.1% | |
| 2.924941995 | 1 | 0.1% | |
| 2.704117948 | 1 | 0.1% | |
| 2.640898938 | 1 | 0.1% | |
| 2.624433544 | 1 | 0.1% | |
| 2.597135016 | 1 | 0.1% | |
| 2.575498607 | 1 | 0.1% | |
| 2.493825288 | 1 | 0.1% | |
| 2.452397013 | 1 | 0.1% | |
| 2.333916292 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02906861017 |
|---|---|
| Minimum | -3.125371951 |
| Maximum | 3.379665667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.125371951 |
|---|---|
| 5-th percentile | -1.70234405 |
| Q1 | -0.6852044075 |
| median | -0.04334099348 |
| Q3 | 0.6498461627 |
| 95-th percentile | 1.578715812 |
| Maximum | 3.379665667 |
| Range | 6.505037618 |
| Interquartile range (IQR) | 1.33505057 |
Descriptive statistics
| Standard deviation | 1.017185553 |
|---|---|
| Coefficient of variation (CV) | -34.9925761 |
| Kurtosis | 0.07034382378 |
| Mean | -0.02906861017 |
| Median Absolute Deviation (MAD) | 0.6740211674 |
| Skewness | -0.04067772122 |
| Sum | -29.06861017 |
| Variance | 1.03466645 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.341511987 | 1 | 0.1% | |
| -0.05920283121 | 1 | 0.1% | |
| -0.7988111586 | 1 | 0.1% | |
| 0.5158604035 | 1 | 0.1% | |
| 0.5293908667 | 1 | 0.1% | |
| -3.111248356 | 1 | 0.1% | |
| 0.3329259579 | 1 | 0.1% | |
| 0.8742814675 | 1 | 0.1% | |
| 0.5919335668 | 1 | 0.1% | |
| -0.9675474694 | 1 | 0.1% | |
| -0.4126830902 | 1 | 0.1% | |
| 0.435511161 | 1 | 0.1% | |
| 0.9223646197 | 1 | 0.1% | |
| -0.7993225314 | 1 | 0.1% | |
| -1.82581007 | 1 | 0.1% | |
| 0.9231910337 | 1 | 0.1% | |
| 1.127740776 | 1 | 0.1% | |
| -1.437110639 | 1 | 0.1% | |
| -0.3065802009 | 1 | 0.1% | |
| 0.4250963393 | 1 | 0.1% | |
| 1.434038477 | 1 | 0.1% | |
| -1.492541044 | 1 | 0.1% | |
| -1.52558822 | 1 | 0.1% | |
| -0.4347922232 | 1 | 0.1% | |
| -0.8466795309 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.125371951 | 1 | 0.1% | |
| -3.111248356 | 1 | 0.1% | |
| -3.062096682 | 1 | 0.1% | |
| -3.029872111 | 1 | 0.1% | |
| -3.026068961 | 1 | 0.1% | |
| -2.739360899 | 1 | 0.1% | |
| -2.58167296 | 1 | 0.1% | |
| -2.567903083 | 1 | 0.1% | |
| -2.518873833 | 1 | 0.1% | |
| -2.476910537 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.379665667 | 1 | 0.1% | |
| 2.87475664 | 1 | 0.1% | |
| 2.831149715 | 1 | 0.1% | |
| 2.817992782 | 1 | 0.1% | |
| 2.668281246 | 1 | 0.1% | |
| 2.66077413 | 1 | 0.1% | |
| 2.636753992 | 1 | 0.1% | |
| 2.546916107 | 1 | 0.1% | |
| 2.495931141 | 1 | 0.1% | |
| 2.486527918 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03586685831 |
|---|---|
| Minimum | -2.943556286 |
| Maximum | 2.92121433 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.943556286 |
|---|---|
| 5-th percentile | -1.628623814 |
| Q1 | -0.6175158991 |
| median | 0.04313800529 |
| Q3 | 0.7398361126 |
| 95-th percentile | 1.636447799 |
| Maximum | 2.92121433 |
| Range | 5.864770616 |
| Interquartile range (IQR) | 1.357352012 |
Descriptive statistics
| Standard deviation | 1.003449272 |
|---|---|
| Coefficient of variation (CV) | 27.9770607 |
| Kurtosis | -0.1725425925 |
| Mean | 0.03586685831 |
| Median Absolute Deviation (MAD) | 0.6808224101 |
| Skewness | -0.09753286359 |
| Sum | 35.86685831 |
| Variance | 1.006910441 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -2.792104127 | 1 | 0.1% | |
| 0.5397053645 | 1 | 0.1% | |
| 0.6995208658 | 1 | 0.1% | |
| -2.105519861 | 1 | 0.1% | |
| -0.352511203 | 1 | 0.1% | |
| 0.9199596188 | 1 | 0.1% | |
| -1.315390603 | 1 | 0.1% | |
| -2.943556286 | 1 | 0.1% | |
| -0.6242052898 | 1 | 0.1% | |
| 0.3084817407 | 1 | 0.1% | |
| -0.7372540157 | 1 | 0.1% | |
| -0.8833726243 | 1 | 0.1% | |
| -2.18917745 | 1 | 0.1% | |
| -0.2161285093 | 1 | 0.1% | |
| -1.281726125 | 1 | 0.1% | |
| -0.1932521865 | 1 | 0.1% | |
| -0.7632651366 | 1 | 0.1% | |
| -2.137123718 | 1 | 0.1% | |
| -0.2270174008 | 1 | 0.1% | |
| 1.544175693 | 1 | 0.1% | |
| 0.2967951952 | 1 | 0.1% | |
| -0.5011231199 | 1 | 0.1% | |
| -0.02067798145 | 1 | 0.1% | |
| -0.1794894128 | 1 | 0.1% | |
| -0.02813220104 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.943556286 | 1 | 0.1% | |
| -2.792104127 | 1 | 0.1% | |
| -2.765215743 | 1 | 0.1% | |
| -2.761019517 | 1 | 0.1% | |
| -2.700765748 | 1 | 0.1% | |
| -2.654092768 | 1 | 0.1% | |
| -2.567544867 | 1 | 0.1% | |
| -2.507446202 | 1 | 0.1% | |
| -2.47628381 | 1 | 0.1% | |
| -2.397281904 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.92121433 | 1 | 0.1% | |
| 2.871259842 | 1 | 0.1% | |
| 2.770133618 | 1 | 0.1% | |
| 2.67166492 | 1 | 0.1% | |
| 2.53401417 | 1 | 0.1% | |
| 2.511222736 | 1 | 0.1% | |
| 2.492626418 | 1 | 0.1% | |
| 2.469720394 | 1 | 0.1% | |
| 2.393343947 | 1 | 0.1% | |
| 2.163410287 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006968467593 |
|---|---|
| Minimum | -3.357616091 |
| Maximum | 2.833772473 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.357616091 |
|---|---|
| 5-th percentile | -1.571710046 |
| Q1 | -0.6554668139 |
| median | 0.0009903445529 |
| Q3 | 0.6434985966 |
| 95-th percentile | 1.620520548 |
| Maximum | 2.833772473 |
| Range | 6.191388564 |
| Interquartile range (IQR) | 1.298965411 |
Descriptive statistics
| Standard deviation | 0.9742029692 |
|---|---|
| Coefficient of variation (CV) | 139.8016072 |
| Kurtosis | 0.1374163925 |
| Mean | 0.006968467593 |
| Median Absolute Deviation (MAD) | 0.652910317 |
| Skewness | -0.001285113004 |
| Sum | 6.968467593 |
| Variance | 0.9490714251 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.471523389 | 1 | 0.1% | |
| -0.3792585051 | 1 | 0.1% | |
| -1.057428033 | 1 | 0.1% | |
| -0.4532834148 | 1 | 0.1% | |
| -0.3696240556 | 1 | 0.1% | |
| -0.9817145897 | 1 | 0.1% | |
| -1.593605666 | 1 | 0.1% | |
| 0.42207983 | 1 | 0.1% | |
| -0.03421306855 | 1 | 0.1% | |
| 0.5839266487 | 1 | 0.1% | |
| -3.357616091 | 1 | 0.1% | |
| -0.05860690483 | 1 | 0.1% | |
| 0.8926314475 | 1 | 0.1% | |
| -0.9188536091 | 1 | 0.1% | |
| 0.6716884258 | 1 | 0.1% | |
| 1.946046826 | 1 | 0.1% | |
| 0.5163478048 | 1 | 0.1% | |
| 0.2087190369 | 1 | 0.1% | |
| 1.050483222 | 1 | 0.1% | |
| 0.07362993084 | 1 | 0.1% | |
| -1.006939653 | 1 | 0.1% | |
| -0.09400201658 | 1 | 0.1% | |
| -0.9151574465 | 1 | 0.1% | |
| -0.172175928 | 1 | 0.1% | |
| 0.8051306656 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.357616091 | 1 | 0.1% | |
| -2.942580157 | 1 | 0.1% | |
| -2.916522622 | 1 | 0.1% | |
| -2.727460419 | 1 | 0.1% | |
| -2.627120045 | 1 | 0.1% | |
| -2.571371003 | 1 | 0.1% | |
| -2.525554482 | 1 | 0.1% | |
| -2.388689719 | 1 | 0.1% | |
| -2.35621166 | 1 | 0.1% | |
| -2.348111616 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.833772473 | 1 | 0.1% | |
| 2.787589215 | 1 | 0.1% | |
| 2.782903861 | 1 | 0.1% | |
| 2.747013026 | 1 | 0.1% | |
| 2.615188162 | 1 | 0.1% | |
| 2.588528108 | 1 | 0.1% | |
| 2.54500115 | 1 | 0.1% | |
| 2.532498562 | 1 | 0.1% | |
| 2.51924418 | 1 | 0.1% | |
| 2.480439799 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01510057469 |
|---|---|
| Minimum | -3.312670831 |
| Maximum | 3.867935141 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.312670831 |
|---|---|
| 5-th percentile | -1.752676775 |
| Q1 | -0.629321937 |
| median | 0.01122562809 |
| Q3 | 0.7201833262 |
| 95-th percentile | 1.668681898 |
| Maximum | 3.867935141 |
| Range | 7.180605972 |
| Interquartile range (IQR) | 1.349505263 |
Descriptive statistics
| Standard deviation | 1.020910989 |
|---|---|
| Coefficient of variation (CV) | 67.6074262 |
| Kurtosis | 0.08993940935 |
| Mean | 0.01510057469 |
| Median Absolute Deviation (MAD) | 0.6878075124 |
| Skewness | -0.01968158048 |
| Sum | 15.10057469 |
| Variance | 1.042259247 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2761616347 | 1 | 0.1% | |
| -0.5841791988 | 1 | 0.1% | |
| -1.428600519 | 1 | 0.1% | |
| 0.3185050442 | 1 | 0.1% | |
| 0.656926965 | 1 | 0.1% | |
| -0.2327923423 | 1 | 0.1% | |
| 1.787068293 | 1 | 0.1% | |
| -0.4663440949 | 1 | 0.1% | |
| 0.01441995827 | 1 | 0.1% | |
| -1.016745611 | 1 | 0.1% | |
| 1.584743665 | 1 | 0.1% | |
| 1.398357689 | 1 | 0.1% | |
| 1.068023649 | 1 | 0.1% | |
| 1.113178257 | 1 | 0.1% | |
| 0.5585242621 | 1 | 0.1% | |
| 1.257992807 | 1 | 0.1% | |
| -0.07981400335 | 1 | 0.1% | |
| -0.3982990602 | 1 | 0.1% | |
| -0.8055637743 | 1 | 0.1% | |
| -1.037711773 | 1 | 0.1% | |
| 1.939212527 | 1 | 0.1% | |
| -1.227283975 | 1 | 0.1% | |
| -0.2935360812 | 1 | 0.1% | |
| 0.6383094743 | 1 | 0.1% | |
| -1.066598206 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.312670831 | 1 | 0.1% | |
| -2.996165972 | 1 | 0.1% | |
| -2.701512876 | 1 | 0.1% | |
| -2.650248648 | 1 | 0.1% | |
| -2.538441368 | 1 | 0.1% | |
| -2.413656825 | 1 | 0.1% | |
| -2.413487016 | 1 | 0.1% | |
| -2.395897789 | 1 | 0.1% | |
| -2.353090386 | 1 | 0.1% | |
| -2.34316922 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.867935141 | 1 | 0.1% | |
| 3.619202907 | 1 | 0.1% | |
| 3.361052901 | 1 | 0.1% | |
| 2.857480524 | 1 | 0.1% | |
| 2.527476296 | 1 | 0.1% | |
| 2.509133047 | 1 | 0.1% | |
| 2.466745247 | 1 | 0.1% | |
| 2.380628195 | 1 | 0.1% | |
| 2.377996892 | 1 | 0.1% | |
| 2.342310699 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04387794625 |
|---|---|
| Minimum | -3.292282968 |
| Maximum | 3.082503657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.292282968 |
|---|---|
| 5-th percentile | -1.77767981 |
| Q1 | -0.748052042 |
| median | -0.01097161998 |
| Q3 | 0.6897635011 |
| 95-th percentile | 1.601054535 |
| Maximum | 3.082503657 |
| Range | 6.374786625 |
| Interquartile range (IQR) | 1.437815543 |
Descriptive statistics
| Standard deviation | 1.037798365 |
|---|---|
| Coefficient of variation (CV) | -23.65193574 |
| Kurtosis | -0.05914217212 |
| Mean | -0.04387794625 |
| Median Absolute Deviation (MAD) | 0.7224623185 |
| Skewness | -0.1009984901 |
| Sum | -43.87794625 |
| Variance | 1.077025447 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.78738895 | 1 | 0.1% | |
| -0.611656012 | 1 | 0.1% | |
| 1.128698045 | 1 | 0.1% | |
| 2.105311885 | 1 | 0.1% | |
| 0.1850499099 | 1 | 0.1% | |
| -0.6006093572 | 1 | 0.1% | |
| 1.099961385 | 1 | 0.1% | |
| 1.440127942 | 1 | 0.1% | |
| -0.2063661467 | 1 | 0.1% | |
| -1.548039352 | 1 | 0.1% | |
| 1.416225497 | 1 | 0.1% | |
| 0.3601405308 | 1 | 0.1% | |
| 0.01566281057 | 1 | 0.1% | |
| -2.640280707 | 1 | 0.1% | |
| -0.9725019377 | 1 | 0.1% | |
| 0.8299917552 | 1 | 0.1% | |
| 0.5204284114 | 1 | 0.1% | |
| 1.787041499 | 1 | 0.1% | |
| 0.722504978 | 1 | 0.1% | |
| -0.8532645788 | 1 | 0.1% | |
| 1.176315788 | 1 | 0.1% | |
| -0.2600760413 | 1 | 0.1% | |
| -0.5573658395 | 1 | 0.1% | |
| 1.755934603 | 1 | 0.1% | |
| 1.06022085 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.292282968 | 1 | 0.1% | |
| -3.126301124 | 1 | 0.1% | |
| -3.040774391 | 1 | 0.1% | |
| -2.968390375 | 1 | 0.1% | |
| -2.960667539 | 1 | 0.1% | |
| -2.814061798 | 1 | 0.1% | |
| -2.800750345 | 1 | 0.1% | |
| -2.640280707 | 1 | 0.1% | |
| -2.629344233 | 1 | 0.1% | |
| -2.590644898 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.082503657 | 1 | 0.1% | |
| 3.013104458 | 1 | 0.1% | |
| 2.755347396 | 1 | 0.1% | |
| 2.668980229 | 1 | 0.1% | |
| 2.54983402 | 1 | 0.1% | |
| 2.473655722 | 1 | 0.1% | |
| 2.369529288 | 1 | 0.1% | |
| 2.337388423 | 1 | 0.1% | |
| 2.295907372 | 1 | 0.1% | |
| 2.247295551 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05050100444 |
|---|---|
| Minimum | -2.810451722 |
| Maximum | 3.377959107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.810451722 |
|---|---|
| 5-th percentile | -1.584511032 |
| Q1 | -0.6205298473 |
| median | 0.1022794287 |
| Q3 | 0.7425893161 |
| 95-th percentile | 1.629297049 |
| Maximum | 3.377959107 |
| Range | 6.188410829 |
| Interquartile range (IQR) | 1.363119163 |
Descriptive statistics
| Standard deviation | 1.000733802 |
|---|---|
| Coefficient of variation (CV) | 19.81611679 |
| Kurtosis | -0.1422145247 |
| Mean | 0.05050100444 |
| Median Absolute Deviation (MAD) | 0.6769368472 |
| Skewness | -0.06879551653 |
| Sum | 50.50100444 |
| Variance | 1.001468142 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.07189832691 | 1 | 0.1% | |
| 0.6818300129 | 1 | 0.1% | |
| 1.202962033 | 1 | 0.1% | |
| -0.275780227 | 1 | 0.1% | |
| 0.5547995043 | 1 | 0.1% | |
| -0.2223427249 | 1 | 0.1% | |
| -0.8057622436 | 1 | 0.1% | |
| -0.5421662104 | 1 | 0.1% | |
| -1.982878068 | 1 | 0.1% | |
| -0.04637149249 | 1 | 0.1% | |
| -1.623180097 | 1 | 0.1% | |
| -0.2675949685 | 1 | 0.1% | |
| -0.2952118953 | 1 | 0.1% | |
| 0.5957307119 | 1 | 0.1% | |
| -0.6974211809 | 1 | 0.1% | |
| 0.5245869472 | 1 | 0.1% | |
| -0.3467297529 | 1 | 0.1% | |
| 1.100153023 | 1 | 0.1% | |
| -2.177588422 | 1 | 0.1% | |
| 0.9786881031 | 1 | 0.1% | |
| 0.1463050592 | 1 | 0.1% | |
| -0.2580810829 | 1 | 0.1% | |
| 1.582469752 | 1 | 0.1% | |
| -1.495429076 | 1 | 0.1% | |
| 0.1308603486 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.810451722 | 1 | 0.1% | |
| -2.690488815 | 1 | 0.1% | |
| -2.662577582 | 1 | 0.1% | |
| -2.584669151 | 1 | 0.1% | |
| -2.503949159 | 1 | 0.1% | |
| -2.440472608 | 1 | 0.1% | |
| -2.420346609 | 1 | 0.1% | |
| -2.377226569 | 1 | 0.1% | |
| -2.372545926 | 1 | 0.1% | |
| -2.329994739 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.377959107 | 1 | 0.1% | |
| 2.973482506 | 1 | 0.1% | |
| 2.921561962 | 1 | 0.1% | |
| 2.827146582 | 1 | 0.1% | |
| 2.615100117 | 1 | 0.1% | |
| 2.504555898 | 1 | 0.1% | |
| 2.4923685 | 1 | 0.1% | |
| 2.483316377 | 1 | 0.1% | |
| 2.450584998 | 1 | 0.1% | |
| 2.316137033 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.591679 | -1.944739 | 0.220931 | 0.052530 | 0.975251 | 0.811792 | -0.549148 | -0.232792 | 1.972032 | -1.008964 | 0 |
| 1 | 0.064400 | -0.668111 | 1.924775 | -0.672800 | 1.118917 | -1.081578 | -1.907725 | -1.130479 | 0.317234 | -1.524748 | 1 |
| 2 | 1.103210 | 1.699204 | 1.634633 | -1.430127 | -0.108652 | -0.777151 | -0.305163 | -1.375696 | -0.116328 | -0.114372 | 0 |
| 3 | -0.267161 | -0.353253 | -0.718555 | 0.351178 | -0.292465 | -0.175475 | -1.632129 | -0.247423 | -0.882733 | 0.647620 | 1 |
| 4 | -0.345546 | -0.814074 | -0.876414 | 0.274413 | 0.867676 | -0.812867 | 0.823587 | 0.697439 | -0.551644 | 0.160219 | 0 |
| 5 | -1.861444 | -0.340893 | 0.094555 | -1.187432 | 0.163624 | -0.185347 | 0.810046 | 0.444009 | 0.397058 | -0.963093 | 1 |
| 6 | 2.499080 | 0.771034 | -0.511532 | -0.524814 | 1.025351 | -0.835185 | -0.444607 | -0.366866 | 0.753144 | 1.902900 | 1 |
| 7 | 0.906270 | 0.353689 | 0.477263 | 2.624434 | 1.196643 | 0.799859 | 0.970243 | 1.066724 | 0.813053 | -0.574220 | 0 |
| 8 | 1.673484 | -0.436167 | 1.200920 | 1.041947 | -1.747506 | -0.039714 | 0.219542 | -0.561978 | 1.432527 | 0.909262 | 1 |
| 9 | 0.599455 | -1.369297 | -2.236841 | -0.449905 | -1.025310 | -0.501123 | -0.945002 | 0.706046 | -0.803878 | 0.334533 | 1 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.191186 | 1.179568 | -0.283563 | -0.027366 | -0.242133 | -0.737254 | 0.132974 | -0.401936 | 0.060340 | 0.943959 | 0 |
| 991 | 0.193189 | 2.143510 | 1.263884 | 0.792136 | 0.445083 | -1.092026 | -0.306610 | -0.707648 | -2.814062 | -0.434570 | 0 |
| 992 | 1.133486 | 0.583831 | 0.042270 | -0.177646 | 0.395026 | -1.458449 | 0.078950 | 1.704244 | 2.037975 | -0.943661 | 1 |
| 993 | 1.253203 | -1.656053 | -0.444813 | -1.558047 | -0.450096 | -0.006400 | 0.734552 | 0.148219 | -2.070996 | -0.043442 | 1 |
| 994 | -0.361847 | -0.043520 | -0.050744 | -0.757150 | 1.330672 | -0.879957 | 0.930551 | -0.862605 | 0.123069 | 1.192570 | 0 |
| 995 | 1.481319 | 0.174886 | 0.640316 | 1.887105 | 1.055751 | 0.981368 | -0.549389 | 1.266495 | -0.156182 | -0.030583 | 1 |
| 996 | 0.405474 | -0.788197 | -0.204748 | -0.191815 | -0.184218 | -1.922015 | 0.128677 | 0.746054 | -0.914982 | -0.487268 | 0 |
| 997 | -0.726535 | 0.452665 | -1.058456 | 0.359124 | -0.244497 | 1.868869 | -0.933642 | 0.598519 | 0.328676 | -1.353606 | 0 |
| 998 | 1.116140 | 0.196375 | -0.643222 | -0.099790 | 1.209799 | 1.551689 | 0.082434 | 1.336303 | -0.049515 | 1.210459 | 1 |
| 999 | -0.196308 | 0.491349 | 2.277769 | -1.049514 | 0.255029 | -0.014872 | 0.220981 | 1.460296 | -0.662421 | -1.898674 | 1 |